Models developed using machine learning are increasingly prevalent in scientific research. At the same time, these models are notoriously opaque. Explainable AI aims to mitigate the impact of opacity by rendering opaque models transparent. More than being just the solution to a problem, however, Explainable AI can also play an invaluable role in scientific exploration. This paper describes how post-hoc analytic techniques from Explainable AI can be used to refine target phenomena in medical science, to identify starting points for future (...) investigations of causal relationships, and to generate possible explanations of target phenomena in cognitive science. In this way, this paper describes how Explainable AI—over and above machine learning itself—contributes to the efficiency and scope of data-driven scientific research. (shrink)

What are the limits of the use of artificial intelligence (AI) in the relational aspects of medical and nursing care? There has been a lot of recent work and applications showing the promise and efficiency of AI in clinical medicine, both at the research and treatment levels. Many of the obstacles discussed in the literature are technical in character, regarding how to improve and optimize current practices in clinical medicine and also how to develop better data bases for optimal parameter (...) adjustments and predictive algorithms. This paper argues that there are also in principle obstacles to the application of AI in clinical medicine and care where empathy is important, and that these problems cannot be solved with any of the technical and theoretical approaches that shape the current application of AI in specific areas of clinical medicine in which care for patients is fundamental. This is important, because it generates specific risks that may be overlooked otherwise, and it justifies the necessity of human monitoring and emotional intervention in clinical medicine. Consequently, difficult issues concerning moral and legal responsibility may ensue if these in principle problems are ignored. (shrink)

Studies have suggested that metaphors (Lawyers are sharks) and similes (Lawyers are like sharks) have distinct representations: metaphors engender more figurative and abstract properties, whereas similes engender more literal properties. We investigated to what extent access to such representations occurs automatically, during on-line reading. In particular, we examined whether similes convey a more literal meaning by following the metaphors and similes with explanations that expressed either a figurative (dangerous) or a literal property (fish) of the vehicle. In a self-paced reading (...) with a moving window paradigm, we presented participants with negated simile and metaphor main clauses (Lawyers are not (like) sharks) followed by explanations that also negated either a figurative (because lawyers are not dangerous) or a literal property of the vehicle (because lawyers are not fish). We found that vehicles (sharks) in metaphors were read significantly faster than those in similes. In addition, explanations negating a figurative property were read faster after metaphors, whereas explanations negating a literal property were read faster after similes. These results support the hypothesis that metaphors and similes rely on different interpretive processes, suggesting that similes access literal representations while metaphor access figurative ones in real time. (shrink)

El artículo ofrece una interpretación de la controversial y aparentemente inaceptable caracterización de la poesía desarrollada por Platón en la República. Los objetivos principales de la discusión son: aclarar las motivaciones de dicha caracterización, desentrañar los múltiples y discontinuos argumentos que la componen, y evaluar críticamente sus aciertos y sus límites. Se concluye que no todas las posturas que adopta Platón frente a la poesía son insostenibles, y que cuando sí lo son las razones para ello resultan particularmente esclarecedoras. The (...) article offers an interpretation of the controversial and apparently unacceptable characterization of poetry developed in Plato's Republic. The main objectives of the discussion are: to clarify the motivations for such characterization, to disentangle the various and discontinuous arguments that compose it, and to critically evaluate its limitations and the extent of its defensibility. It is concluded that not all the positions adopted by Plato with respect to poetry are unsustainable, and that when they are, this is due to reasons which result particularly revealing. (shrink)

The objective of the present review on the evolution of Green Chemistry, since its emergence until 2016, aimed an integrated vision of its progress along the three phases of its development: emergence, divulgation and consolidation. The methodology involved the analysis of a selection of bibliography on the evolution of GC collected from issues of the ACS symposia series; editorials in specialized GC journals; and commemorative birthday papers/editorials of these journals and of the GC itself. The analysis allowed to identify and (...) discuss the characteristics and conceptions of GC agents about fundamental concepts and procedures, in order to visualize and better understand the state of knowledge and the subject areas that make up the field. The main alterations identified in the evolution of GC were: it acquired a better defined identity, with more participation of academy and increased scope; was progressively framed in sustainability; has been aspiring to a holistic frame and to a change on the nature of the innovation for its implementation, from incremental to transformative. The analysis suggests that for supporting expansion and consolidation of GC the following aspects deserve attention: full validation of chemical greenness by metrics; better characterization of the frontiers of GC research areas/themes; increased integration between academy and industry; and penetration in chemistry curricula. Its basic philosophy being the practice of a chemistry more focused on the environment preservation, GC means a new stage in nature and in the history of Chemistry. (shrink)

Nota do tradutor: O escopo da psicologia é o primeiro capítulo do tratado The principles of psychology (Os princípios de psicologia) de William James (1842-1910), publicado originalmente em 1890. Nesse capítulo inaugural, James enfrenta uma questão central e perene na psicologia: a necessidade (e dificuldade) da demarcação do campo psicológico. Como representante de uma tradição que ainda falava da psicologia no singular, James vê na multiplicidade de assuntos, métodos e problemas da psicologia um desafio para uma disciplina que se pretendia (...) científica. De um lado, era necessário assumir o caráter plural dos assuntos que merecem ser agrupados pela palavra psicologia, negando um reducionismo grosseiro, que, em favor de uma integração teórica, alijasse a “vida mental” de sua riqueza imanente. De outro lado, havia ainda a esperança de uma sistematização que pudesse evitar a completa fragmentação do campo psicológico. A história parece ter mostrado que a preocupação de James era, de fato, legítima, pois o que se viu a partir do século XX foi o fracasso de diferentes sistemas de psicologia, levando a um círculo vicioso no qual a dificuldade de demarcação do campo psicológico fragmenta cada vez mais a psicologia, o que, por sua vez, torna ainda mais distante a possibilidade de se encontrar critérios que possam sistematizar toda essa diversidade. Nesse sentido, O escopo da psicologia não é apenas uma introdução ao livro Os princípios de psicologia, mas uma introdução à psicologia moderna. (shrink)

The purpose of the paper is to present a logical framework that allow to formalize a kind of prima facie duties, defeasible conditional duties, indefeasible conditional duties and actual (indefeasible) duties, as well as to show their logical interconnections.

This study discusses the relationship between Green Chemistry and Environmental Sustainability as expressed in textbooks and articles on Green Chemistry authored by their promoters. It was found that although the Brundtland concept of Sustainable Development/Sustainability has been mentioned often by green chemists, a full analysis of that relationship was almost never attempted. In particular, green chemists have paid scarce attention to the importance of The Second Law of thermodynamics on Environmental Sustainability and the consequences of the limitations it imposes on (...) Green Chemistry, which are discussed in this paper. (shrink)

The present text surveys and reevaluates the meaning and scope of Ortega y Gasset’s philosophy. The chapters reveal the most important aspects of his history such as the Neokantian training he went thru in Germany as well as his discovery of Husserl’s phenomenology around 1912. The work also covers his original contributions to philosophy namely vital and historical reason - and the cultural and educational mission he proposed to achieve. The Spanish – and to a certain extent the European – (...) circumstance was the milieu from which his work emerged but this does not limit Ortega’s scope. Rather, he believed that universal truths can only emerge from the particulars in which they are embedded. The publication in 2010 of a critical edition of his Complete Works opened worldwide access for many unpublished manuscripts, and some of his lectures. There is renewed interest among students and researchers in Ortega and this book uniquely delivers scholarship on his content in English. (shrink)

¿Cuál es la distancia mínima entre autor y obra? ¿Pueden unos números sucesivos trazados en un lienzo convertirse en el testimonio de una existencia? Estas y otras muchas preguntas emergen cuando se analizan las obras del pintor polaco Roman Opalka. Su proyecto OPALKA 1965/1-∞ constituye un hito en el arte contemporáneo por su intención de explorar la representabilidad de la duración del tiempo y del ser en su carácter existencial en relación a la muerte. La extrema longitud del proyecto, desarrollado (...) durante más de cuatro décadas, así como su aparente precariedad formal encierran un mensaje pleno de potencia que cuestiona la relación que tenemos con nuestra propia vida. (shrink)

Analyzing Mediumistic Mentation - Alvarado Proposal for Short List of Best Papers in Parapsychology - Levin Kauffman Stokes.

The goal of this study was to test the role of message framing for effective communication of self-care behaviors in the context of the COVID-19 pandemic, contrasting health and economic-focused messages. We presented 319 participants with an unforced choice task where they had to select the message that they believed was more effective to increase intentions toward self-care behaviors, motivate self-care behaviors in others, increase perceived risk and enhance perceived message strength. Results showed that gain-frame health messages increased intention to (...) adopt self-care behaviors and were judged to be stronger. Loss-framed health messages increased risk perception. When judging effectiveness for others, participants believed other people would be more sensitive to messages with an economic focus. These results can be used by governments to guide communication for the prevention of COVID-19 contagion in the media and social networks, where time and space for communicating information are limited. (shrink)

"La afirmación de que la ciencia dogmática del Derecho es una ciencia normativa es una de aquellas que gozan de firme predicamento, no solo entre los juristas de todas las épocas, sino que también entre los filósofos que se han dedicado con especialidad a caracterizar las distintas modalidades del saber humano. Pero a poco que se quiera esclarecer el alcance preciso que se asigna a la calificación de ciencia normativa, se advierte que los juristas entienden por ello dos cosas muy (...) diferentes. Según unos, la Ciencia del Derecho es normativa porque suministra normas, entendidas estas como reglas de comportamiento que, incluso, serían “indicaciones mecánicas de la exacta ejecución de negocios jurídicos”. Sin embargo, respaldada por la gran obra de crítica epistemológica, que caracteriza al pensamiento filosófico del último tercio del siglo XIX, poco a poco va afianzándose la opinión de que la Ciencia del Derecho es normativa porque conoce normas; no porque las suministra. Se ha hecho clara la idea de que la ciencia no se estudia a sí misma; de que la ciencia examina objetos que no son ella misma; de que la actitud científica es contemplativa y neutral respecto de los objetos que investiga y de que, por lo tanto, la ciencia suministra conocimientos, pero no suministra el objeto que conoce". Carlos Cossio. (shrink)